{"id":"W2339521132","doi":"","title":"Engaging Communities in the Functional Planning and Geometric Design Process","year":2015,"lang":"en","type":"article","venue":"TAC 2015: Getting You There Safely - 2015 Conference and Exhibition of the Transportation Association of Canada // ATC: Destination sécurité routière - 2015 Congrès et Exposition de l'Association des transports du Canada","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Project planning; Rework; Process management; Process (computing); Risk analysis (engineering); Project management; Project management triangle; Key (lock); Engineering; Operations management; Business; Engineering management; Computer science; Systems engineering; Computer security","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.003549044,0.0003730782,0.0004884306,0.0002409666,0.0004309668,0.0001262136,0.0002642746,0.0002534276,0.0001066731],"category_scores_gemma":[0.000503013,0.0003468955,0.00007864818,0.0006908918,0.0001132715,0.00089065,0.00000915016,0.0005686119,1.872856e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002408068,"about_ca_system_score_gemma":0.002843263,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2404037,"about_ca_topic_score_gemma":0.7494516,"domain_scores_codex":[0.9958664,0.0007507454,0.001110281,0.0002827988,0.001456938,0.0005328141],"domain_scores_gemma":[0.9959033,0.0009984067,0.00102826,0.0002397246,0.001641674,0.00018869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001958541,0.0001197074,0.7555538,0.0007092896,0.0002768905,0.00002008241,0.03188096,0.1831967,0.0002547139,0.002977402,0.02363195,0.001182648],"study_design_scores_gemma":[0.002438493,0.0001095961,0.9492616,0.0004072984,0.0002203742,0.00001739996,0.02693137,0.009822409,0.0009632913,0.006593976,0.002557922,0.0006762873],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9730747,0.0008138542,0.01835253,0.005065395,0.0004207006,0.0008146826,0.0004330601,0.00008608875,0.0009390278],"genre_scores_gemma":[0.9983218,0.0001055775,0.0003284802,0.0004431068,0.00006411262,0.00006821343,0.000448389,0.00003620184,0.0001841137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.509048,"threshold_uncertainty_score":0.9998983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01628731031199177,"score_gpt":0.2245131895784907,"score_spread":0.2082258792664989,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}